Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	19611
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	120.0 B

Variable types

Numeric	15

Alerts

`時間(min)` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T1` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T2` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T3` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T4` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T5` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T6` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T7` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T8` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T9` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T10` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T11` is highly correlated with `時間(min)` and 13 other fields	High correlation
`T12` is highly correlated with `時間(min)` and 13 other fields	High correlation
`Z` is highly correlated with `時間(min)` and 13 other fields	High correlation
`時間(min)` is uniformly distributed	Uniform
`時間(min)` has unique values	Unique
`S` has 457 (2.3%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:24:56.259370
Analysis finished	2022-11-11 03:25:11.095252
Duration	14.84 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

時間(min)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	19611
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	817.0866667

Minimum	0.003333333333
Maximum	1634.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	0.003333333333
5-th percentile	81.71166667
Q1	408.545
median	817.0866667
Q3	1225.628333
95-th percentile	1552.461667
Maximum	1634.17
Range	1634.166667
Interquartile range (IQR)	817.0833333

Descriptive statistics

Standard deviation	471.7793667
Coefficient of variation (CV)	0.5773920759
Kurtosis	-1.2
Mean	817.0866667
Median Absolute Deviation (MAD)	408.5833333
Skewness	5.928706166 × 10^-17
Sum	16023886.62
Variance	222575.7708
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003333333333	1	< 0.1%
1089.253333	1	< 0.1%
1089.836667	1	< 0.1%
1089.753333	1	< 0.1%
1089.67	1	< 0.1%
1089.586667	1	< 0.1%
1089.503333	1	< 0.1%
1089.42	1	< 0.1%
1089.336667	1	< 0.1%
1089.17	1	< 0.1%
Other values (19601)	19601	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003333333333	1	< 0.1%
0.08666666667	1	< 0.1%
0.17	1	< 0.1%
0.2533333333	1	< 0.1%
0.3366666667	1	< 0.1%
0.42	1	< 0.1%
0.5033333333	1	< 0.1%
0.5866666667	1	< 0.1%
0.67	1	< 0.1%
0.7533333333	1	< 0.1%

Value	Count	Frequency (%)
1634.17	1	< 0.1%
1634.086667	1	< 0.1%
1634.003333	1	< 0.1%
1633.92	1	< 0.1%
1633.836667	1	< 0.1%
1633.753333	1	< 0.1%
1633.67	1	< 0.1%
1633.586667	1	< 0.1%
1633.503333	1	< 0.1%
1633.42	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12934.34312

Minimum	0
Maximum	20001
Zeros	457
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	0
5-th percentile	7999
Q1	8000
median	13999
Q3	14000
95-th percentile	20000
Maximum	20001
Range	20001
Interquartile range (IQR)	6000

Descriptive statistics

Standard deviation	5042.97138
Coefficient of variation (CV)	0.3898900263
Kurtosis	-0.7039820629
Mean	12934.34312
Median Absolute Deviation (MAD)	5999
Skewness	-0.0686361784
Sum	253655403
Variance	25431560.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
13999	5689	29.0%
8000	4261	21.7%
20000	3824	19.5%
7999	2903	14.8%
14000	1510	7.7%
19999	947	4.8%
0	457	2.3%
20001	2	< 0.1%
4	1	< 0.1%
6800	1	< 0.1%
Other values (16)	16	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	457	2.3%
1	1	< 0.1%
4	1	< 0.1%
13	1	< 0.1%
57	1	< 0.1%
1130	1	< 0.1%
1693	1	< 0.1%
2960	1	< 0.1%
4294	1	< 0.1%
5033	1	< 0.1%

Value	Count	Frequency (%)
20001	2	< 0.1%
20000	3824	19.5%
19999	947	4.8%
16317	1	< 0.1%
14000	1510	7.7%
13999	5689	29.0%
13896	1	< 0.1%
13466	1	< 0.1%
12252	1	< 0.1%
10925	1	< 0.1%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	43
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.02946816

Minimum	23.5
Maximum	27.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.5
5-th percentile	24.5
Q1	25
median	26.2
Q3	26.6
95-th percentile	27.6
Maximum	27.7
Range	4.2
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.100766048
Coefficient of variation (CV)	0.04228922548
Kurtosis	-1.109058248
Mean	26.02946816
Median Absolute Deviation (MAD)	1.2
Skewness	-0.03320757913
Sum	510463.9
Variance	1.211685893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
26.4	2100	10.7%
27.6	1699	8.7%
25	1562	8.0%
26.5	1414	7.2%
27.5	1176	6.0%
26	1054	5.4%
26.2	987	5.0%
27.4	965	4.9%
24.6	845	4.3%
24.9	843	4.3%
Other values (33)	6966	35.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.5	163	0.8%
23.6	36	0.2%
23.7	34	0.2%
23.8	23	0.1%
23.9	38	0.2%
24	46	0.2%
24.1	58	0.3%
24.2	80	0.4%
24.3	118	0.6%
24.4	362	1.8%

Value	Count	Frequency (%)
27.7	754	3.8%
27.6	1699	8.7%
27.5	1176	6.0%
27.4	965	4.9%
27.3	37	0.2%
27.2	57	0.3%
27.1	22	0.1%
27	20	0.1%
26.9	15	0.1%
26.8	3	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.63638264

Minimum	23.5
Maximum	25.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.5
5-th percentile	23.7
Q1	24.2
median	24.8
Q3	25.1
95-th percentile	25.2
Maximum	25.5
Range	2
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.4888325019
Coefficient of variation (CV)	0.01984189436
Kurtosis	-0.9048170665
Mean	24.63638264
Median Absolute Deviation (MAD)	0.3
Skewness	-0.5985113475
Sum	483144.1
Variance	0.2389572149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
25.1	3347	17.1%
25	3031	15.5%
25.2	1727	8.8%
24.2	1545	7.9%
24.9	1169	6.0%
24.5	1081	5.5%
24.6	963	4.9%
24	869	4.4%
24.8	856	4.4%
24.1	850	4.3%
Other values (11)	4173	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.5	299	1.5%
23.6	323	1.6%
23.7	446	2.3%
23.8	475	2.4%
23.9	669	3.4%
24	869	4.4%
24.1	850	4.3%
24.2	1545	7.9%
24.3	803	4.1%
24.4	392	2.0%

Value	Count	Frequency (%)
25.5	15	0.1%
25.4	11	0.1%
25.3	111	0.6%
25.2	1727	8.8%
25.1	3347	17.1%
25	3031	15.5%
24.9	1169	6.0%
24.8	856	4.4%
24.7	629	3.2%
24.6	963	4.9%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.54745296

Minimum	23.5
Maximum	25.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.5
5-th percentile	23.7
Q1	24.2
median	24.7
Q3	24.9
95-th percentile	25.1
Maximum	25.4
Range	1.9
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.4337789944
Coefficient of variation (CV)	0.01767103883
Kurtosis	-0.7029634541
Mean	24.54745296
Median Absolute Deviation (MAD)	0.3
Skewness	-0.6560876358
Sum	481400.1
Variance	0.188164216
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
24.9	3927	20.0%
25	2283	11.6%
24.7	1743	8.9%
24.2	1716	8.8%
24.8	1476	7.5%
24.5	1270	6.5%
25.1	922	4.7%
24.1	899	4.6%
24	816	4.2%
24.4	804	4.1%
Other values (10)	3755	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.5	256	1.3%
23.6	426	2.2%
23.7	451	2.3%
23.8	672	3.4%
23.9	521	2.7%
24	816	4.2%
24.1	899	4.6%
24.2	1716	8.8%
24.3	612	3.1%
24.4	804	4.1%

Value	Count	Frequency (%)
25.4	15	0.1%
25.3	4	< 0.1%
25.2	76	0.4%
25.1	922	4.7%
25	2283	11.6%
24.9	3927	20.0%
24.8	1476	7.5%
24.7	1743	8.9%
24.6	722	3.7%
24.5	1270	6.5%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.23310387

Minimum	23.6
Maximum	26.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.6
5-th percentile	23.9
Q1	24.5
median	25.4
Q3	25.8
95-th percentile	26.4
Maximum	26.4
Range	2.8
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	0.8143088336
Coefficient of variation (CV)	0.03227144935
Kurtosis	-1.169670737
Mean	25.23310387
Median Absolute Deviation (MAD)	0.8
Skewness	-0.1799672123
Sum	494846.4
Variance	0.6630988765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
26.3	1976	10.1%
25.6	1566	8.0%
24.5	1404	7.2%
25.7	1292	6.6%
26.2	1191	6.1%
26.4	1149	5.9%
24.6	948	4.8%
25.4	848	4.3%
24.4	819	4.2%
25.8	796	4.1%
Other values (19)	7622	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.6	318	1.6%
23.7	266	1.4%
23.8	268	1.4%
23.9	318	1.6%
24	358	1.8%
24.1	469	2.4%
24.2	544	2.8%
24.3	738	3.8%
24.4	819	4.2%
24.5	1404	7.2%

Value	Count	Frequency (%)
26.4	1149	5.9%
26.3	1976	10.1%
26.2	1191	6.1%
26.1	281	1.4%
26	113	0.6%
25.9	78	0.4%
25.8	796	4.1%
25.7	1292	6.6%
25.6	1566	8.0%
25.5	646	3.3%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.1863648

Minimum	23.8
Maximum	26.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.8
5-th percentile	23.9
Q1	24.6
median	25.3
Q3	25.8
95-th percentile	26.1
Maximum	26.1
Range	2.3
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.7054155612
Coefficient of variation (CV)	0.02800783547
Kurtosis	-1.142049748
Mean	25.1863648
Median Absolute Deviation (MAD)	0.7
Skewness	-0.2792184268
Sum	493929.8
Variance	0.497611114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
26.1	2943	15.0%
24.6	1654	8.4%
25.7	1314	6.7%
26	1285	6.6%
25.6	1058	5.4%
25.5	912	4.7%
24.7	848	4.3%
24.5	770	3.9%
25.4	746	3.8%
25.3	722	3.7%
Other values (14)	7359	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.8	622	3.2%
23.9	430	2.2%
24	351	1.8%
24.1	362	1.8%
24.2	425	2.2%
24.3	587	3.0%
24.4	546	2.8%
24.5	770	3.9%
24.6	1654	8.4%
24.7	848	4.3%

Value	Count	Frequency (%)
26.1	2943	15.0%
26	1285	6.6%
25.9	360	1.8%
25.8	703	3.6%
25.7	1314	6.7%
25.6	1058	5.4%
25.5	912	4.7%
25.4	746	3.8%
25.3	722	3.7%
25.2	657	3.4%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.47364744

Minimum	24.2
Maximum	26.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	24.2
5-th percentile	24.3
Q1	24.9
median	25.6
Q3	26.1
95-th percentile	26.3
Maximum	26.3
Range	2.1
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.6571344232
Coefficient of variation (CV)	0.02579663649
Kurtosis	-1.289570134
Mean	25.47364744
Median Absolute Deviation (MAD)	0.6
Skewness	-0.3143363023
Sum	499563.7
Variance	0.4318256501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
26.2	2586	13.2%
26.3	1818	9.3%
26.1	1398	7.1%
24.9	1201	6.1%
24.3	1141	5.8%
26	1044	5.3%
24.8	987	5.0%
25.8	943	4.8%
25.9	863	4.4%
25	798	4.1%
Other values (12)	6832	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.2	4	< 0.1%
24.3	1141	5.8%
24.4	669	3.4%
24.5	279	1.4%
24.6	767	3.9%
24.7	549	2.8%
24.8	987	5.0%
24.9	1201	6.1%
25	798	4.1%
25.1	726	3.7%

Value	Count	Frequency (%)
26.3	1818	9.3%
26.2	2586	13.2%
26.1	1398	7.1%
26	1044	5.3%
25.9	863	4.4%
25.8	943	4.8%
25.7	731	3.7%
25.6	660	3.4%
25.5	665	3.4%
25.4	547	2.8%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.44449034

Minimum	23.5
Maximum	25.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.5
5-th percentile	23.6
Q1	24.1
median	24.6
Q3	24.8
95-th percentile	25
Maximum	25.2
Range	1.7
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.4218057017
Coefficient of variation (CV)	0.0172556554
Kurtosis	-0.7745611264
Mean	24.44449034
Median Absolute Deviation (MAD)	0.3
Skewness	-0.6141192112
Sum	479380.9
Variance	0.17792005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
24.8	3925	20.0%
24.6	1969	10.0%
24.9	1818	9.3%
24.1	1723	8.8%
24.7	1455	7.4%
24.4	1314	6.7%
25	1029	5.2%
24	935	4.8%
24.5	902	4.6%
23.9	824	4.2%
Other values (8)	3717	19.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.5	545	2.8%
23.6	554	2.8%
23.7	534	2.7%
23.8	626	3.2%
23.9	824	4.2%
24	935	4.8%
24.1	1723	8.8%
24.2	611	3.1%
24.3	787	4.0%
24.4	1314	6.7%

Value	Count	Frequency (%)
25.2	5	< 0.1%
25.1	55	0.3%
25	1029	5.2%
24.9	1818	9.3%
24.8	3925	20.0%
24.7	1455	7.4%
24.6	1969	10.0%
24.5	902	4.6%
24.4	1314	6.7%
24.3	787	4.0%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.68682372

Minimum	23.5
Maximum	25.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.5
5-th percentile	23.7
Q1	24.3
median	24.9
Q3	25.1
95-th percentile	25.3
Maximum	25.4
Range	1.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.5151263812
Coefficient of variation (CV)	0.02086645034
Kurtosis	-0.943803325
Mean	24.68682372
Median Absolute Deviation (MAD)	0.3
Skewness	-0.5997614438
Sum	484133.3
Variance	0.2653551887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
25.2	3389	17.3%
25.1	2930	14.9%
25	1762	9.0%
24.3	1263	6.4%
25.3	1106	5.6%
24.6	1021	5.2%
24.2	1014	5.2%
24.1	869	4.4%
24	841	4.3%
24.8	750	3.8%
Other values (10)	4666	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.5	306	1.6%
23.6	269	1.4%
23.7	460	2.3%
23.8	435	2.2%
23.9	704	3.6%
24	841	4.3%
24.1	869	4.4%
24.2	1014	5.2%
24.3	1263	6.4%
24.4	471	2.4%

Value	Count	Frequency (%)
25.4	26	0.1%
25.3	1106	5.6%
25.2	3389	17.3%
25.1	2930	14.9%
25	1762	9.0%
24.9	731	3.7%
24.8	750	3.8%
24.7	699	3.6%
24.6	1021	5.2%
24.5	565	2.9%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.76356127

Minimum	22.6
Maximum	24.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	22.6
5-th percentile	23.1
Q1	23.4
median	23.9
Q3	24.1
95-th percentile	24.5
Maximum	24.8
Range	2.2
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.4326607834
Coefficient of variation (CV)	0.01820689999
Kurtosis	-0.6702045058
Mean	23.76356127
Median Absolute Deviation (MAD)	0.3
Skewness	-0.2855967931
Sum	466027.2
Variance	0.1871953534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
24	2623	13.4%
23.9	2438	12.4%
24.1	2020	10.3%
23.2	1833	9.3%
23.8	1716	8.8%
24.2	1462	7.5%
23.4	1430	7.3%
23.3	1284	6.5%
23.1	769	3.9%
23.7	716	3.7%
Other values (13)	3320	16.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.6	98	0.5%
22.7	66	0.3%
22.8	59	0.3%
22.9	270	1.4%
23	328	1.7%
23.1	769	3.9%
23.2	1833	9.3%
23.3	1284	6.5%
23.4	1430	7.3%
23.5	259	1.3%

Value	Count	Frequency (%)
24.8	10	0.1%
24.7	142	0.7%
24.6	334	1.7%
24.5	507	2.6%
24.4	222	1.1%
24.3	563	2.9%
24.2	1462	7.5%
24.1	2020	10.3%
24	2623	13.4%
23.9	2438	12.4%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.4242364

Minimum	23.3
Maximum	25.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.3
5-th percentile	23.8
Q1	24
median	24.6
Q3	24.8
95-th percentile	25
Maximum	25.2
Range	1.9
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.4125226457
Coefficient of variation (CV)	0.01688988916
Kurtosis	-0.9270305946
Mean	24.4242364
Median Absolute Deviation (MAD)	0.2
Skewness	-0.5371372756
Sum	478983.7
Variance	0.1701749332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
24.8	3542	18.1%
24.7	2970	15.1%
24.6	2228	11.4%
24	1952	10.0%
23.9	1693	8.6%
24.5	1099	5.6%
23.8	1021	5.2%
24.4	900	4.6%
25	825	4.2%
24.9	718	3.7%
Other values (10)	2663	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.3	115	0.6%
23.4	81	0.4%
23.5	53	0.3%
23.6	296	1.5%
23.7	431	2.2%
23.8	1021	5.2%
23.9	1693	8.6%
24	1952	10.0%
24.1	712	3.6%
24.2	389	2.0%

Value	Count	Frequency (%)
25.2	8	< 0.1%
25.1	168	0.9%
25	825	4.2%
24.9	718	3.7%
24.8	3542	18.1%
24.7	2970	15.1%
24.6	2228	11.4%
24.5	1099	5.6%
24.4	900	4.6%
24.3	410	2.1%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.83672429

Minimum	23.1
Maximum	25.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	23.1
5-th percentile	24
Q1	24.5
median	24.9
Q3	25.1
95-th percentile	25.5
Maximum	25.8
Range	2.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.4422746803
Coefficient of variation (CV)	0.01780728711
Kurtosis	1.108958695
Mean	24.83672429
Median Absolute Deviation (MAD)	0.3
Skewness	-0.7295315925
Sum	487073
Variance	0.1956068928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
25.1	2374	12.1%
25	2134	10.9%
25.2	1798	9.2%
24.9	1653	8.4%
24.7	1624	8.3%
24.5	1615	8.2%
24.4	1192	6.1%
25.3	1175	6.0%
24.6	1095	5.6%
24.8	1003	5.1%
Other values (18)	3948	20.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.1	9	< 0.1%
23.2	113	0.6%
23.3	98	0.5%
23.4	29	0.1%
23.5	19	0.1%
23.6	36	0.2%
23.7	61	0.3%
23.8	45	0.2%
23.9	349	1.8%
24	303	1.5%

Value	Count	Frequency (%)
25.8	82	0.4%
25.7	377	1.9%
25.6	260	1.3%
25.5	271	1.4%
25.4	687	3.5%
25.3	1175	6.0%
25.2	1798	9.2%
25.1	2374	12.1%
25	2134	10.9%
24.9	1653	8.4%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.64543878

Minimum	22.3
Maximum	24.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	153.3 KiB

Quantile statistics

Minimum	22.3
5-th percentile	22.8
Q1	23
median	23.7
Q3	24.2
95-th percentile	24.5
Maximum	24.8
Range	2.5
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.5878282443
Coefficient of variation (CV)	0.02486011149
Kurtosis	-1.15788277
Mean	23.64543878
Median Absolute Deviation (MAD)	0.5
Skewness	-0.2038823145
Sum	463710.7
Variance	0.3455420448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
24.2	1775	9.1%
23.7	1675	8.5%
24.3	1580	8.1%
22.9	1553	7.9%
23	1550	7.9%
24.1	1531	7.8%
24	1116	5.7%
22.8	1008	5.1%
23.5	922	4.7%
23.8	826	4.2%
Other values (16)	6075	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.3	74	0.4%
22.4	83	0.4%
22.5	51	0.3%
22.6	276	1.4%
22.7	495	2.5%
22.8	1008	5.1%
22.9	1553	7.9%
23	1550	7.9%
23.1	795	4.1%
23.2	390	2.0%

Value	Count	Frequency (%)
24.8	75	0.4%
24.7	221	1.1%
24.6	459	2.3%
24.5	414	2.1%
24.4	466	2.4%
24.3	1580	8.1%
24.2	1775	9.1%
24.1	1531	7.8%
24	1116	5.7%
23.9	796	4.1%

Z
Real number (ℝ)

HIGH CORRELATION

Distinct	188
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.46827291

Minimum	-1.2
Maximum	65.3
Zeros	35
Zeros (%)	0.2%
Negative	100
Negative (%)	0.5%
Memory size	153.3 KiB

Quantile statistics

Minimum	-1.2
5-th percentile	29.3
Q1	31.4
median	41.5
Q3	44.6
95-th percentile	63.5
Maximum	65.3
Range	66.5
Interquartile range (IQR)	13.2

Descriptive statistics

Standard deviation	13.26027444
Coefficient of variation (CV)	0.3122395503
Kurtosis	-0.2719978243
Mean	42.46827291
Median Absolute Deviation (MAD)	10.1
Skewness	0.2876020169
Sum	832845.3
Variance	175.8348781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.5	1557	7.9%
42.7	1243	6.3%
30.8	1194	6.1%
31.1	1130	5.8%
63.2	1052	5.4%
31.8	1039	5.3%
42.4	1023	5.2%
41.8	980	5.0%
63.5	902	4.6%
31.4	876	4.5%
Other values (178)	8615	43.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.2	1	< 0.1%
-0.9	6	< 0.1%
-0.6	30	0.2%
-0.3	63	0.3%
0	35	0.2%
0.3	7	< 0.1%
0.6	2	< 0.1%
4.9	1	< 0.1%
5.5	2	< 0.1%
5.8	1	< 0.1%

Value	Count	Frequency (%)
65.3	1	< 0.1%
65	14	0.1%
64.7	79	0.4%
64.4	197	1.0%
64.1	169	0.9%
63.8	344	1.8%
63.5	902	4.6%
63.2	1052	5.4%
62.9	533	2.7%
62.6	634	3.2%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	時間(min)	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
0	0.003333	23.5	23.6	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	0.0
1	0.086667	23.5	23.6	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.6
2	0.170000	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	0.6
3	0.253333	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.6
4	0.336667	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.3
5	0.420000	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	0.0
6	0.503333	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.3
7	0.586667	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.6
8	0.670000	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.1	22.3	-0.3
9	0.753333	23.5	23.5	23.6	23.6	23.8	24.3	23.6	23.5	22.6	23.3	23.2	22.3	-0.6

Last rows

	時間(min)	S	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
19601	1633.420000	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.5	25.0	23.9	24.7	24.7	23.7	63.5
19602	1633.503333	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.5	25.0	23.9	24.7	24.7	23.7	63.2
19603	1633.586667	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.5	25.0	23.9	24.7	24.7	23.7	63.2
19604	1633.670000	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.5	25.0	23.9	24.7	24.7	23.7	63.5
19605	1633.753333	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.5	25.0	23.9	24.7	24.7	23.7	63.2
19606	1633.836667	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.6	25.0	23.9	24.7	24.7	23.7	62.9
19607	1633.920000	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.6	25.0	23.9	24.7	24.7	23.7	62.9
19608	1634.003333	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.6	25.0	23.9	24.7	24.7	23.7	63.5
19609	1634.086667	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.6	25.0	23.9	24.7	24.7	23.7	63.8
19610	1634.170000	20000	27.4	24.9	24.7	26.2	26.0	26.2	24.6	25.0	23.9	24.7	24.7	23.7	63.2

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows